Files
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-oh-2024-2419726.md
T
justin 0e625553e5 gh_plot_reports corpus (4,299 plots) + concurrency + 4-GPU pool
CORPUS — 4,299 GH plot reports added (3,797 written + 502 from the
earlier slow run + 319 sitemap-listed URLs that 404'd as
discontinued). Combined with prior 760 varieties + 14 AgriPro
trials = 5,073 total chunks now indexed.

scrape/sources/gh_plot_reports.py — concurrency speedup:
- 4 worker threads (ThreadPoolExecutor), each with its own
  requests.Session for connection-pool efficiency.
- Shared class-level rate limiter (0.25 sec between ANY two
  requests across all threads). Net throughput ~4 req/sec —
  well below any rate-limit threshold a public site enforces.
- Diagnosis vs original 1 req/sec: GH had ZERO rate limiting,
  zero 429s, zero retries. The 1 sec self-throttle was just too
  conservative. Bench:
    1 worker  / 1.0 sec throttle:  ~0.4 plots/sec (190 min ETA)
    4 workers / 0.25 sec throttle: ~3 plots/sec  (~25 min actual)

rag/chunk.py — chunk size cap for nomic-embed-text's 2048-token
context window:
- Empirically tested: failure threshold is ~5,250 chars on
  numeric-heavy trial chunks (chars/token ratio 2.4 vs 3.5 for
  prose). Cap at 4,500 chars to be safely under at worst-case
  2.2 chars/token.
- Applied to BOTH variety and trial chunks. Marked truncated
  chunks with metadata.embed_truncated = True; FULL text stays
  in the on-disk .md for get_page to return verbatim.

.gitea/workflows/{refresh,image-only}.yml — OLLAMA_URL pool
restructured for the 4 GPU-pinned endpoints. Bench (50-chunk
batches on nomic-embed-text):

    .0.125:11434  (RTX 40-series)  242 embeds/sec  ← weight ×4
    .0.2:11436    (GPU-pinned)     108 embeds/sec  ← weight ×2
    .0.2:11435    (GPU-pinned)      72 embeds/sec  ← weight ×1
    localhost     (TITAN X)         37 embeds/sec  ← weight ×1

Weighting is done by listing the URL multiple times in
OLLAMA_URL since the embedder uses round-robin. .0.2:11434 is
explicitly EXCLUDED — it isn't pinned to a specific GPU.

Combined index rebuild for 5,073 chunks now finishes in ~3 min
(was 19+ on the single-endpoint pool).

Smoke tests:
✓ list_versions: 5,073 docs across 6 sources, 2 vendors, 6
  brands, 4 crops (corn 2711, soy 2016, silage 223, wheat 123).
✓ search_trials({crop=corn, state=IA, year=2024}): 3 IA 2024
  corn trials surfaced.
✓ search_trials("Phytophthora resistance soybean trial"): NK
  NK43-W1XFS top-1 in LA 2024 trial (cross-vendor result).
✓ search_trials("AP Iliad Idaho wheat"): AgriPro Washington/N
  Idaho 2025 trial surfaced.
✓ search_trials(product=DKC65-95): 3 corn trials containing
  that hybrid in IL/IA 2024.
✓ search_trials(product=NK1701): 3 corn trials in AR/MS 2024.
✓ Product filter correctly returns EMPTY for products that
  aren't in the corpus (DKC65-20 is a 2023 product; 2023 plots
  deferred). Anti-hallucination contract preserved.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-25 16:46:35 -04:00

3.2 KiB

Soybean yield trial — Ohio, 2024


Results (top-down by rank)

Rank Brand Product Traits Yield %MST Test Weight Gross Revenue
1 Seed Consultants SC7355E 68.2 - - $716.10
2 Ebberts G3690E - 67.9 - - $712.95
3 Seed Genetics Direct ET-3739E3S 66.9 - - $702.45
4 Xitavo XO 3555E 66.8 - - $701.40
5 Benson Hill BH35A231 65.2 - - $684.60
5 Xitavo XO 3855E 65.2 - - $684.60
7 Blue River Organic Seed 39R4 65.1 - - $683.55
8 Seed Consultants SC7375E 64.6 - - $678.30
9 Seed Genetics Direct ET-4738E3 64.5 - - $677.25
10 Seed Consultants SC7385E 63.8 - - $669.90
11 Benson Hill N35D950S 63.5 - - $666.75
12 Ebberts G3580ES - 63.4 - - $665.70
13 Xitavo XO 3795E 63.3 - - $664.65
14 Benson Hill BH39A232 63.2 - - $663.60
14 NK NK36-Q6E3S Enlist E3 ® STS ® 63.2 - - $663.60
16 Benson Hill BH37Q218 63.1 - - $662.55
17 Ebberts G3760ES - 62.7 - - $658.35
17 NK NK37-C1E3 Enlist E3 ® 62.7 - - $658.35
19 Asgrow AG39XF3 - 62.3 - - $654.15
20 Seed Genetics Direct ET-4739E3 61.8 - - $648.90
21 Benson Hill BX37C755 61.6 - - $646.80
22 Ebberts G3880E - 61.5 - - $645.75
23 Axis Seed 3605XF 61.4 - - $644.70
24 Seed Genetics Direct ET-3735E3 61.3 - - $643.65
25 Benson Hill BH35A233 60.9 - - $639.45
26 Seed Consultants SC7364E 60.7 - - $637.35
27 Asgrow AG36XF4 - 60.5 - - $635.25
28 Benson Hill C38H052S 60.1 - - $631.05
29 Axis Seed 3514ES 59.8 - - $627.90
29 Blue River Organic Seed 3418N 59.8 - - $627.90
31 Xitavo XO 3655E 59.5 - - $624.75
32 Seed Genetics Direct ET-4734E3S 59.3 - - $622.65
33 NK NK34-Z8E3S Enlist E3 ® STS ® 59.1 - - $620.55
34 Seed Genetics Direct ET-4736E3 Enlist E3 ® 58.8 - - $617.40
35 Benson Hill BH37U205 58.4 - - $613.20
36 DonMario Seeds DM38E54 58.1 - - $610.05
37 Benson Hill BX36Q861 57.8 - - $606.90
37 Blue River Organic Seed 42D40 57.8 - - $606.90
39 DonMario Seeds DM36E94 57.4 - - $602.70
40 Benson Hill BX37Q467 57.0 - - $598.50
41 Axis Seed 3835E 56.1 - - $589.05
42 Asgrow AG43XF2 - 55.3 - - $580.65

Top 5 by Yield: Consultants (Seed) 68.2, G3690E (Ebberts) 67.9, Genetics (Seed) 66.9, XO (Xitavo) 66.8, Hill (Benson) 65.2.